https://github.com/trafficgcn/st-gcn

Repository for advanced traffic forecasting models integrating GCN, LSTM/Bi-LSTM, and attention mechanisms for improved accuracy, including weather data processing.

attention-mechanism data-science gcn graph-neural-network graph-neural-networks gru lstm metr-la neural-network neural-networks pems-bay python traffic traffic-analysis traffic-forecasting traffic-prediction weather

Last synced: 30 Jul 2025

https://github.com/trafficgcn/osmnx_adjacency_matrix_for_graph_convolutional_networks

Creating an Adjacency Matrix Using the Dijkstra Algorithm for Graph Convolutional Networks GCNs

adjacency-matrix data-science dijkstra dijkstra-algorithm gcn graph graph-algorithms graph-convolutional-networks matrix metrla open-street-map optimal-route osm osmnx python traffic traffic-analysis traffic-congestion

Last synced: 27 Oct 2025

https://github.com/trafficgcn/40_cities_osmnx_adjacency_matrices_for_graph_convolutional_networks

Dijkstra adjacency distance matrices were calculated for 40 cities from traffic sensor locations provide by UTD19 https://utd19.ethz.ch/.

adjacency-matrix dijkstra dijkstra-algorithm dijkstra-shortest-path graph-network graph-networks graph-neural-network graph-neural-networks matrix networkx networkx-graph open-street-map openstreetmap osmnx traffic traffic-analysis traffic-congestion traffic-prediction traffic-simulation

Last synced: 05 Apr 2025

https://github.com/trafficgcn/optimal_path_dijkstra_for_data_science

Plotting the Optimal Route in Python for Data Scientists using the Dijkstra Algorithm

data-science dijkstra dijkstra-algorithm dijkstra-shortest-path map mapping open-street-map optimal-route osm osmnx python

Last synced: 27 Oct 2025

https://github.com/trafficgcn/haversine_mapping_for_spatial_integration_in_graph_convolutional_networks

Calculating the nearest weather sensor for each traffic sensor and then merging the weather sensors' temporal data with the traffic sensors'.

data data-science gcn graph graph-convolutional-network graph-convolutional-networks haversine haversine-formula metr-la neural-network neural-networks pems-bay python t-gcn temporal traffic traffic-analysis traffic-congestion weather

Last synced: 10 Oct 2025

https://github.com/trafficgcn/mfd_traffic_congestion_for_data_scientists

Plotting a Macroscopic Fundamental Diagram for Data Scientists in Python for Traffic Flow in Congested Conditions

data-science macroscopic-fundamental-diagram matplotlib python traffic traffic-analysis traffic-congestion

Last synced: 13 Jul 2026

https://github.com/trafficgcn/logo

Last synced: 05 Apr 2025

https://github.com/trafficgcn/munich-citizen-trafficwatch

Collects and processes citizen requests about traffic conditions in Munich. Sammelt und verarbeitet Bürgeranfragen zur Verkehrssituation in München.

citizen-requests city city-feedback commuter-info issue-reporting munich open-data opendata public-services public-transport road-repairs traffic traffic-jams

Last synced: 16 Jun 2025